From ca2365a47f09ce26d418f4597e9af4b3bde30ec5 Mon Sep 17 00:00:00 2001 From: Eric Liang Date: Mon, 14 Sep 2020 14:41:06 -0700 Subject: [PATCH] [docs] Polish community integrations docs (#10780) --- README.rst | 12 ++- doc/requirements-rtd.txt | 1 + doc/source/images/classyvision.png | Bin 0 -> 77832 bytes doc/source/images/dask.png | Bin 0 -> 14625 bytes doc/source/images/flambe.png | Bin 0 -> 5989 bytes doc/source/images/horovod.png | Bin 0 -> 20202 bytes doc/source/images/hugging.png | Bin 0 -> 30815 bytes doc/source/images/mars.png | Bin 0 -> 6907 bytes doc/source/images/modin.png | Bin 0 -> 4951 bytes doc/source/images/pycaret.png | Bin 0 -> 13983 bytes doc/source/images/seldon.png | Bin 0 -> 44016 bytes doc/source/images/spacy.png | Bin 0 -> 4776 bytes doc/source/images/zoo.png | Bin 0 -> 40935 bytes doc/source/index.rst | 5 +- doc/source/multiprocessing.rst | 2 + doc/source/oss-users.rst | 155 +++++++++++++++++++---------- doc/source/pandas_on_ray.rst | 9 -- doc/source/ray-overview/basics.rst | 7 +- 18 files changed, 121 insertions(+), 70 deletions(-) create mode 100644 doc/source/images/classyvision.png create mode 100644 doc/source/images/dask.png create mode 100644 doc/source/images/flambe.png create mode 100644 doc/source/images/horovod.png create mode 100644 doc/source/images/hugging.png create mode 100644 doc/source/images/mars.png create mode 100644 doc/source/images/modin.png create mode 100644 doc/source/images/pycaret.png create mode 100644 doc/source/images/seldon.png create mode 100644 doc/source/images/spacy.png create mode 100644 doc/source/images/zoo.png delete mode 100644 doc/source/pandas_on_ray.rst diff --git a/README.rst b/README.rst index 74b447c12..7879e8b74 100644 --- a/README.rst +++ b/README.rst @@ -15,10 +15,19 @@ Ray is packaged with the following libraries for accelerating machine learning w - `RaySGD `__: Distributed Training Wrappers - `Ray Serve`_: Scalable and Programmable Serving +There are also many `community integrations `_ with Ray, including `Dask`_, `MARS`_, `Modin`_, `Horovod`_, `Hugging Face`_, `Scikit-learn`_, and others. Check out the `full list of Ray distributed libraries here `_. + Install Ray with: ``pip install ray``. For nightly wheels, see the `Installation page `__. -**NOTE:** As of Ray 0.8.1, Python 2 is no longer supported. +.. _`Modin`: https://github.com/modin-project/modin +.. _`Hugging Face`: https://huggingface.co/transformers/main_classes/trainer.html#transformers.Trainer.hyperparameter_search +.. _`MARS`: mars-on-ray.html +.. _`Dask`: dask-on-ray.html +.. _`Horovod`: https://horovod.readthedocs.io/en/stable/ray_include.html +.. _`Scikit-learn`: joblib.html + + Quick Start ----------- @@ -254,7 +263,6 @@ This example runs serves a scikit-learn gradient boosting classifier. .. _`Ray Serve`: https://docs.ray.io/en/latest/serve/index.html - More Information ---------------- diff --git a/doc/requirements-rtd.txt b/doc/requirements-rtd.txt index 1c6cd5322..2afa6722c 100644 --- a/doc/requirements-rtd.txt +++ b/doc/requirements-rtd.txt @@ -8,3 +8,4 @@ commonmark==0.8.1 recommonmark==0.5.0 sphinx<2 readthedocs-sphinx-ext<1.1 +sphinx-book-theme diff --git a/doc/source/images/classyvision.png 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zEkoSJXJYex+i7#Lh049%tF%>uRjlZuh?*{-1BY%Td!`)LYF^2PIoZ NW}_p`fwSJ1^`__] + +Dask |dask| +----------- + +Dask provides advanced parallelism for analytics, enabling performance at scale for the tools you love. Dask uses existing Python APIs and data structures to make it easy to switch between Numpy, Pandas, Scikit-learn to their Dask-powered equivalents. + +[`Link to integration `__] + +Flambe |flambe| +--------------- + +Flambé is a machine learning experimentation framework built to accelerate the entire research life cycle. Flambé’s main objective is to provide a unified interface for prototyping models, running experiments containing complex pipelines, monitoring those experiments in real-time, reporting results, and deploying a final model for inference. + +Github: `https://github.com/asappresearch/flambe `_ + +MARS |mars| +----------- + +Mars is a tensor-based unified framework for large-scale data computation which scales Numpy, Pandas and Scikit-learn. Mars can scale in to a single machine, and scale out to a cluster with thousands of machines. + + +[`Link to integration `__] + +Modin |modin| +------------- + +Scale your pandas workflows by changing one line of code. Modin transparently distributes the data and computation so that all you need to do is continue using the pandas API as you were before installing Modin. + +GitHub: `https://github.com/modin-project/modin `_ + +Horovod |horovod| +----------------- Horovod is a distributed deep learning training framework for TensorFlow, Keras, PyTorch, and Apache MXNet. The goal of Horovod is to make distributed deep learning fast and easy to use. [`Link to integration `__] -MARS ----- - -Mars is a tensor-based unified framework for large-scale data computation which scales Numpy, Pandas and Scikit-learn. - -[:ref:`Link to integration `] - -Spacy ------ -spaCy is a library for advanced Natural Language Processing in Python and Cython. It's built on the very latest research, and was designed from day one to be used in real products. - -[`Link to integration `__] - - -Hugging Face Transformers -------------------------- +Hugging Face Transformers |hugging| +----------------------------------- State-of-the-art Natural Language Processing for Pytorch and TensorFlow 2.0. [`Link to integration `__] -Seldon Alibi ------------- - -Alibi is an open source Python library aimed at machine learning model inspection and interpretation. The focus of the library is to provide high-quality implementations of black-box, white-box, local and global explanation methods for classification and regression models. - -Github: `https://github.com/SeldonIO/alibi `__ - - -Intel Analytics Zoo -------------------- +Intel Analytics Zoo |zoo| +------------------------- Analytics Zoo seamless scales TensorFlow, Keras and PyTorch to distributed big data (using Spark, Flink & Ray). [`Link to integration `__] -Modin ------ +PyCaret |pycaret| +----------------- -Scale your pandas workflows by changing one line of code. - -Github: `https://github.com/modin-project/modin/ `__ - - -ClassyVision ------------- - -An end-to-end framework for image and video classification. - -[`Link to integration `__] - -PyCaret -------- - -An open-source, low-code machine learning library in Python. +PyCaret is an open source low-code machine learning library in Python that aims to reduce the hypothesis to insights cycle time in a ML experiment. It enables data scientists to perform end-to-end experiments quickly and efficiently. Github: `https://github.com/pycaret/pycaret/ `_ -Flambe ------- +Seldon Alibi |seldon| +--------------------- -Flambé is a machine learning experimentation framework built to accelerate the entire research life cycle. Flambé’s main objective is to provide a unified interface for prototyping models, running experiments containing complex pipelines, monitoring those experiments in real-time, reporting results, and deploying a final model for inference. +Alibi is an open source Python library aimed at machine learning model inspection and interpretation. The focus of the library is to provide high-quality implementations of black-box, white-box, local and global explanation methods for classification and regression models. -Github: `https://github.com/asappresearch/flambe `_ +Github: `https://github.com/SeldonIO/alibi `__ + +Spacy |spacy| +------------- +spaCy is a library for advanced Natural Language Processing in Python and Cython. It's built on the very latest research, and was designed from day one to be used in real products. + +[`Link to integration `__] + +.. |classyvision| image:: images/classyvision.png + :class: inline-figure + :height: 30 + +.. |dask| image:: images/dask.png + :class: inline-figure + :height: 30 + +.. |flambe| image:: images/flambe.png + :class: inline-figure + :height: 30 + +.. |mars| image:: images/mars.png + :class: inline-figure + :height: 30 + +.. |modin| image:: images/modin.png + :class: inline-figure + :height: 30 + +.. |horovod| image:: images/horovod.png + :class: inline-figure + :height: 30 + +.. |hugging| image:: images/hugging.png + :class: inline-figure + :height: 30 + +.. |zoo| image:: images/zoo.png + :class: inline-figure + :height: 30 + +.. |pycaret| image:: images/pycaret.png + :class: inline-figure + :height: 30 + +.. |seldon| image:: images/seldon.png + :class: inline-figure + :height: 30 + +.. |spacy| image:: images/spacy.png + :class: inline-figure + :height: 30 diff --git a/doc/source/pandas_on_ray.rst b/doc/source/pandas_on_ray.rst deleted file mode 100644 index 4378d12e4..000000000 --- a/doc/source/pandas_on_ray.rst +++ /dev/null @@ -1,9 +0,0 @@ -Pandas on Ray -============= - -**Pandas on Ray has moved to Modin!** - -Pandas on Ray has moved into the `Modin project`_ with the intention of -unifying the DataFrame APIs. - -.. _`Modin project`: https://github.com/modin-project/modin diff --git a/doc/source/ray-overview/basics.rst b/doc/source/ray-overview/basics.rst index 1b672b42c..1f2410681 100644 --- a/doc/source/ray-overview/basics.rst +++ b/doc/source/ray-overview/basics.rst @@ -18,10 +18,11 @@ On top of **Ray Core** are several libraries for solving problems in machine lea - :ref:`sgd-index` - :ref:`rayserve` -There are also many :ref:`community libraries ` that integrate with Ray, including `Modin`_, `Hugging Face Transformers`_, :doc:`../dask-on-ray`, `MARS`_, `Horovod`_, and others. -Check out the :ref:`full list of Ray distributed libraries here `. +There are also many :ref:`community integrations ` with Ray, including `Dask`_, `MARS`_, `Modin`_, `Horovod`_, `Hugging Face`_, `Scikit-learn`_, and others. Check out the :ref:`full list of Ray distributed libraries here `. .. _`Modin`: https://github.com/modin-project/modin -.. _`Hugging Face Transformers`: https://huggingface.co/transformers/main_classes/trainer.html#transformers.Trainer.hyperparameter_search +.. _`Hugging Face`: https://huggingface.co/transformers/main_classes/trainer.html#transformers.Trainer.hyperparameter_search .. _`MARS`: mars-on-ray.html +.. _`Dask`: dask-on-ray.html .. _`Horovod`: https://horovod.readthedocs.io/en/stable/ray_include.html +.. _`Scikit-learn`: joblib.html